Deepgram, the world’s most realistic and real-time Voice AI platform, today announced from VapiCon 2025 the launch of Flux, the world’s first conversational speech recognition (CSR) model designed specifically for real-time voice agents. Unlike traditional automatic speech recognition (ASR), which was built for passive transcription use cases like captions or meeting notes, Flux is trained to understand the nuances of dialogue. It doesn’t just capture what was said. It knows when a speaker has finished, when to respond, and how to keep the flow of conversation natural and engaging.
The global voice AI agents market is projected to reach nearly $47.5 billion by 2034, growing at a compound annual rate of about 34.8%. This growth is primarily due to the enterprise shift toward automated customer self-service, smarter agent assist tools, and embedded conversational experiences across industries. But traditional STT systems weren’t designed to participate in live dialogue. To recreate conversational flow, developers have been forced to piece together transcription, voice activity detection, and turn-taking logic — a patchwork that leads to latency, errors, and frustrating user experiences.
Flux eliminates these problems by embedding turn-taking directly into recognition. It transforms speech recognition from a passive recorder into an active conversational partner. This provides developers with the tools to build responsive, human-like voice agents without the complexity of workaround code or endless threshold tuning.
What Flux Delivers:
- Embedded turn-taking intelligence – Conversation-aware recognition that handles timing inside the model itself, with context-aware turn detection and native barge-in handling for fluid exchanges.
- Lightning-fast performance – Ultra-low latency where it matters most with ~260ms end-of-turn detection, plus distinct events to support eager response generation before a turn is complete.
- Simpler development – Turn-complete transcripts and structured conversational cues replace fragile client-side logic, so teams can ship production-ready agents in weeks, not months.
- Enterprise-ready scalability – Nova-3 level accuracy, GPU-efficient concurrency with 100+ streams per GPU, and predictable costs that avoid the hidden overhead of bolted-on systems.
Who It’s For:
- Voice AI builders – Developers, engineering leads, and AI teams creating real-time agents.
- Enterprise innovators – Leaders modernizing customer experience with agent assist and conversational AI platforms.
- Ecosystem partners – Platform providers, consultancies, and cloud architects looking to integrate CSR into larger AI stacks.
Flux is generally available (GA) today. Developers can start building with CSR immediately.
To celebrate the launch, Deepgram is announcing OktoberTalk – making Flux FREE to use for the entire month of October. Developers can use Flux to build and test real-time voice agents at no cost, with support for up to 50 concurrent connections. The goal: remove every barrier to experimentation so teams can experience how conversational speech recognition changes what’s possible in voice AI.
Oracle Apparently Has Been Pwned And Extortion Emails Have Gone Out To Execs Of Companies Using E-Business Suite
Posted in Commentary with tags Hacked, Oracle on October 3, 2025 by itnerdThere’s a newly reported extortion campaign, where hackers claim to have stolen sensitive data through Oracle’s E-Business Suite and are now targeting executives directly:
According to Google Threat Intelligence Group (GTIG) and Mandiant, the malicious activity allegedly targeting Oracle EBS appears to have started on or around September 29. The attackers have sent extortion emails to executives at “numerous” companies, claiming to be affiliated with the notorious Cl0p cybercrime group.
GTIG and Mandiant researchers have described the attacks as a high-volume email campaign leveraging hundreds of compromised accounts, including ones previously linked to a profit-driven threat group named FIN11. This long-running cybercrime gang is known to engage in ransomware deployment and extortion.
The researchers also found some evidence indicating a connection to Cl0p. Specifically, the contact information provided by the attackers in the emails sent to targeted organizations matches contact addresses listed on the Cl0p leak website.
Mandiant and GTIG said they are in the early stages of their investigations and could not confirm whether the hackers’ claims are substantiated.
Dr. Chris Pierson, a former DHS cybersecurity official and CEO/founder of BlackCloak, a digital executive protection firm had this to say:
“Extortion attempts like this highlight the reality that executives are increasingly being singled out as the soft underbelly of the corporation for cybercriminals. Cybercriminals recognize that targeting the C-suite creates urgency, exposes them to high risk, and instills fear that can lead to other issues. The challenge for organizations is twofold: hardening the systems that store the most sensitive corporate data, and ensuring executives are prepared with the right playbook when extortion attempts land in their inbox. Third-party vendor risks will continue to be a favorite target of cybercriminals, and we’ve seen a marked increase in these systems being targeted because they yield information on not one company, but hundreds or thousands of companies. The companies that come out ahead are those that treat digital executive protection as part of their overall cybersecurity posture rather than an afterthought.”
Oracle said via a blog post that they believe the threat actors exploited vulnerabilities patched in the July 2025 security updates. But they have said no more than that. Which likely means that this is going to be very, very bad. Oracle looks like it has some explaining to do.
1 Comment »